Table 5. Performance of individual feature added to baseline using gold standard medical concepts.
Explicit recognizer | Implicit recognizer | Total | ||||||||
P | R | F | INC | P | R | F | INC | Micro F | INC | |
Baseline | 0.9168 | 0.7839 | 0.8452 | / | 0.9206 | 0.6919 | 0.7900 | / | 0.8320 | / |
Baseline+DF1 | 0.9088 | 0.8296 | 0.8674 | 0.0222 | 0.9224 | 0.7094 | 0.8020 | 0.0120 | 0.8520 | 0.0200 |
Baseline+DF2 | 0.9239 | 0.7922 | 0.8530 | 0.0078 | 0.9136 | 0.7005 | 0.7930 | 0.0030 | 0.8385 | 0.0065 |
Baseline+CF | 0.9200 | 0.7883 | 0.8491 | 0.0039 | 0.9198 | 0.7067 | 0.7993 | 0.0093 | 0.8371 | 0.0051 |
Baseline+WF1 | 0.9297 | 0.8052 | 0.8630 | 0.0178 | 0.9256 | 0.7205 | 0.8103 | 0.0203 | 0.8503 | 0.0183 |
Baseline+WF2 | 0.9330 | 0.8001 | 0.8615 | 0.0163 | 0.9483 | 0.7403 | 0.8315 | 0.0415 | 0.8542 | 0.0222 |
Baseline+WF3 | 0.9301 | 0.7987 | 0.8594 | 0.0142 | 0.9377 | 0.7281 | 0.8197 | 0.0297 | 0.8498 | 0.0178 |
Baseline+HF | / | / | / | / | 0.9466 | 0.7419 | 0.8318 | 0.0418 | / | / |
*Inc is increment compared with baseline.